Overview

Dataset Statistics

Number of Variables 76
Number of Rows 98
Missing Cells 15
Missing Cells (%) 0.2%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 63.1 KB
Average Row Size in Memory 659.3 B
Variable Types
  • Numerical: 75
  • Categorical: 1

Dataset Insights

ingot_mean and ingot_rms have similar distributions Similar Distribution
ingot_skew and discharge_kurt have similar distributions Similar Distribution
ingot_skew and mould_skew have similar distributions Similar Distribution
ingot_skew and oil_pressure_kurt have similar distributions Similar Distribution
ingot_skew and bucket_kurt have similar distributions Similar Distribution
ingot_kurt and bucket_kurt have similar distributions Similar Distribution
ingot_crest and ingot_impulse have similar distributions Similar Distribution
discharge_mean and discharge_rms have similar distributions Similar Distribution
discharge_median and discharge_rms have similar distributions Similar Distribution
discharge_skew and discharge_kurt have similar distributions Similar Distribution
discharge_skew and bucket_skew have similar distributions Similar Distribution
discharge_kurt and oil_pressure_skew have similar distributions Similar Distribution
discharge_kurt and oil_pressure_kurt have similar distributions Similar Distribution
mould_mean and mould_median have similar distributions Similar Distribution
mould_mean and mould_min have similar distributions Similar Distribution
mould_mean and mould_max have similar distributions Similar Distribution
mould_mean and mould_rms have similar distributions Similar Distribution
mould_median and mould_min have similar distributions Similar Distribution
mould_median and mould_max have similar distributions Similar Distribution
mould_median and mould_rms have similar distributions Similar Distribution
mould_min and mould_max have similar distributions Similar Distribution
mould_min and mould_rms have similar distributions Similar Distribution
mould_max and mould_rms have similar distributions Similar Distribution
mould_skew and oil_pressure_skew have similar distributions Similar Distribution
mould_skew and bucket_kurt have similar distributions Similar Distribution
mould_kurt and oil_pressure_skew have similar distributions Similar Distribution
mould_kurt and bucket_kurt have similar distributions Similar Distribution
mould_crest and mould_impulse have similar distributions Similar Distribution
oil_pressure_mean and oil_pressure_median have similar distributions Similar Distribution
oil_pressure_mean and oil_pressure_min have similar distributions Similar Distribution
oil_pressure_mean and oil_pressure_max have similar distributions Similar Distribution
oil_pressure_mean and oil_pressure_rms have similar distributions Similar Distribution
oil_pressure_median and oil_pressure_min have similar distributions Similar Distribution
oil_pressure_median and oil_pressure_max have similar distributions Similar Distribution
oil_pressure_median and oil_pressure_rms have similar distributions Similar Distribution
oil_pressure_min and oil_pressure_max have similar distributions Similar Distribution
oil_pressure_min and oil_pressure_rms have similar distributions Similar Distribution
oil_pressure_max and oil_pressure_rms have similar distributions Similar Distribution
oil_pressure_skew and oil_pressure_kurt have similar distributions Similar Distribution
oil_pressure_crest and oil_pressure_impulse have similar distributions Similar Distribution
bucket_mean and bucket_rms have similar distributions Similar Distribution
bucket_crest and bucket_impulse have similar distributions Similar Distribution
ingot_kurt has 3 (3.06%) missing values Missing
discharge_kurt has 3 (3.06%) missing values Missing
mould_kurt has 3 (3.06%) missing values Missing
oil_pressure_kurt has 3 (3.06%) missing values Missing
bucket_kurt has 3 (3.06%) missing values Missing
ingot_mean is skewed Skewed
ingot_median is skewed Skewed
ingot_std is skewed Skewed
ingot_min is skewed Skewed
ingot_max is skewed Skewed
ingot_skew is skewed Skewed
ingot_kurt is skewed Skewed
ingot_var is skewed Skewed
ingot_rms is skewed Skewed
ingot_ptp is skewed Skewed
ingot_crest is skewed Skewed
ingot_shape is skewed Skewed
ingot_impulse is skewed Skewed
ingot_margin is skewed Skewed
discharge_mean is skewed Skewed
discharge_median is skewed Skewed
discharge_sum is skewed Skewed
discharge_std is skewed Skewed
discharge_min is skewed Skewed
discharge_max is skewed Skewed
discharge_kurt is skewed Skewed
discharge_var is skewed Skewed
discharge_rms is skewed Skewed
discharge_ptp is skewed Skewed
discharge_crest is skewed Skewed
discharge_shape is skewed Skewed
discharge_impulse is skewed Skewed
discharge_margin is skewed Skewed
mould_std is skewed Skewed
mould_min is skewed Skewed
mould_skew is skewed Skewed
mould_kurt is skewed Skewed
mould_var is skewed Skewed
mould_ptp is skewed Skewed
mould_crest is skewed Skewed
mould_shape is skewed Skewed
mould_impulse is skewed Skewed
mould_margin is skewed Skewed
oil_pressure_mean is skewed Skewed
oil_pressure_median is skewed Skewed
oil_pressure_std is skewed Skewed
oil_pressure_min is skewed Skewed
oil_pressure_max is skewed Skewed
oil_pressure_skew is skewed Skewed
oil_pressure_kurt is skewed Skewed
oil_pressure_var is skewed Skewed
oil_pressure_rms is skewed Skewed
oil_pressure_ptp is skewed Skewed
oil_pressure_crest is skewed Skewed
oil_pressure_shape is skewed Skewed
oil_pressure_impulse is skewed Skewed
oil_pressure_margin is skewed Skewed
bucket_mean is skewed Skewed
bucket_median is skewed Skewed
bucket_std is skewed Skewed
bucket_min is skewed Skewed
bucket_max is skewed Skewed
bucket_kurt is skewed Skewed
bucket_var is skewed Skewed
bucket_rms is skewed Skewed
bucket_ptp is skewed Skewed
bucket_crest is skewed Skewed
bucket_shape is skewed Skewed
bucket_impulse is skewed Skewed
bucket_margin is skewed Skewed
final label has constant length 1 Constant Length
ingot_skew has 41 (41.84%) negatives Negatives
ingot_kurt has 33 (33.67%) negatives Negatives
discharge_skew has 69 (70.41%) negatives Negatives
discharge_kurt has 55 (56.12%) negatives Negatives
mould_skew has 46 (46.94%) negatives Negatives
mould_kurt has 50 (51.02%) negatives Negatives
oil_pressure_skew has 55 (56.12%) negatives Negatives
oil_pressure_kurt has 51 (52.04%) negatives Negatives
bucket_skew has 68 (69.39%) negatives Negatives
bucket_kurt has 42 (42.86%) negatives Negatives
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Variables


ingot_mean

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 359.4992
Minimum 297.693
Maximum 507.0213
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_mean is skewed right (γ1 = 0.7747)

Quantile Statistics

Minimum 297.693
5-th Percentile 297.7756
Q1 302.2159
Median 306.2918
Q3 436.6882
95-th Percentile 485.3325
Maximum 507.0213
Range 209.3283
IQR 134.4723

Descriptive Statistics

Mean 359.4992
Standard Deviation 75.0468
Variance 5632.0231
Sum 35230.924
Skewness 0.7747
Kurtosis -1.1379
Coefficient of Variation 0.2088
  • ingot_mean is not normally distributed (p-value 9.426335636459333e-21)

ingot_median

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 358.6347
Minimum 297.6744
Maximum 530.6801
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_median is skewed right (γ1 = 0.8921)

Quantile Statistics

Minimum 297.6744
5-th Percentile 297.7768
Q1 302.1945
Median 302.4575
Q3 483.5126
95-th Percentile 503.0508
Maximum 530.6801
Range 233.0057
IQR 181.3181

Descriptive Statistics

Mean 358.6347
Standard Deviation 87.7038
Variance 7691.9584
Sum 35146.198
Skewness 0.8921
Kurtosis -1.1617
Coefficient of Variation 0.2445
  • ingot_median is not normally distributed (p-value 1.324047435373405e-17)

ingot_sum

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 48719.2983
Minimum 906.3956
Maximum 113928.0889
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_sum is skewed left (γ1 = -0.0098)

Quantile Statistics

Minimum 906.3956
5-th Percentile 4142.3698
Q1 28800.3478
Median 52107.1961
Q3 63501.681
95-th Percentile 89854.6528
Maximum 113928.0889
Range 113021.6933
IQR 34701.3332

Descriptive Statistics

Mean 48719.2983
Standard Deviation 26356.9932
Variance 6.9469e+08
Sum 4.7745e+06
Skewness -0.009753
Kurtosis -0.6204
Coefficient of Variation 0.541
  • ingot_sum is not normally distributed (p-value 4.8635541234533294e-08)

ingot_std

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 31.3156
Minimum 0.03072
Maximum 110.7987
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_std is skewed right (γ1 = 0.6709)

Quantile Statistics

Minimum 0.03072
5-th Percentile 0.2196
Q1 0.3295
Median 1.4197
Q3 58.0848
95-th Percentile 95.9648
Maximum 110.7987
Range 110.7679
IQR 57.7553

Descriptive Statistics

Mean 31.3156
Standard Deviation 36.7647
Variance 1351.6458
Sum 3068.932
Skewness 0.6709
Kurtosis -1.0628
Coefficient of Variation 1.174
  • ingot_std is not normally distributed (p-value 1.936105163954241e-24)

ingot_min

numerical

Approximate Distinct Count 95
Approximate Unique (%) 96.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 307.7261
Minimum 295.3482
Maximum 503.2537
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_min is skewed right (γ1 = 4.6201)

Quantile Statistics

Minimum 295.3482
5-th Percentile 295.8031
Q1 296.6906
Median 301.702
Q3 301.835
95-th Percentile 302.2008
Maximum 503.2537
Range 207.9055
IQR 5.1444

Descriptive Statistics

Mean 307.7261
Standard Deviation 38.5697
Variance 1487.6247
Sum 30157.1552
Skewness 4.6201
Kurtosis 19.5076
Coefficient of Variation 0.1253
  • ingot_min is not normally distributed (p-value 1.2387936185646987e-20)
  • ingot_min has 4 outliers

ingot_max

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 405.2664
Minimum 298.8205
Maximum 575.7806
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_max is skewed right (γ1 = 0.011)

Quantile Statistics

Minimum 298.8205
5-th Percentile 299.3308
Q1 302.8858
Median 468.198
Q3 500.961
95-th Percentile 517.4787
Maximum 575.7806
Range 276.96
IQR 198.0752

Descriptive Statistics

Mean 405.2664
Standard Deviation 102.5019
Variance 10506.6314
Sum 39716.1028
Skewness 0.01105
Kurtosis -1.9155
Coefficient of Variation 0.2529
  • ingot_max is not normally distributed (p-value 1.9852166623784435e-21)

ingot_skew

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean -0.03346
Minimum -4.3154
Maximum 7.366
Zeros 0
Zeros (%) 0.0%
Negatives 41
Negatives (%) 41.8%
  • ingot_skew is skewed right (γ1 = 0.2763)

Quantile Statistics

Minimum -4.3154
5-th Percentile -3.8931
Q1 -0.5212
Median 0.123
Q3 0.7482
95-th Percentile 3.2371
Maximum 7.366
Range 11.6814
IQR 1.2695

Descriptive Statistics

Mean -0.03346
Standard Deviation 2.0839
Variance 4.3424
Sum -3.2793
Skewness 0.2763
Kurtosis 1.6406
Coefficient of Variation -62.2743
  • ingot_skew is not normally distributed (p-value 3.9264519122191966e-11)
  • ingot_skew has 23 outliers

ingot_kurt

numerical

Approximate Distinct Count 95
Approximate Unique (%) 100.0%
Missing 3
Missing (%) 3.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 3.5491
Minimum -2.0136
Maximum 53.5924
Zeros 0
Zeros (%) 0.0%
Negatives 33
Negatives (%) 33.7%
  • ingot_kurt is skewed right (γ1 = 3.3917)

Quantile Statistics

Minimum -2.0136
5-th Percentile -1.9085
Q1 -0.3186
Median 0.2544
Q3 4.007
95-th Percentile 14.8893
Maximum 53.5924
Range 55.606
IQR 4.3256

Descriptive Statistics

Mean 3.5491
Standard Deviation 8.1738
Variance 66.8113
Sum 337.1676
Skewness 3.3917
Kurtosis 15.0412
Coefficient of Variation 2.303
  • ingot_kurt is not normally distributed (p-value 3.8240238414662233e-16)
  • ingot_kurt has 14 outliers

ingot_var

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 2318.5223
Minimum 0.00094395
Maximum 12276.3455
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_var is skewed right (γ1 = 1.3213)

Quantile Statistics

Minimum 0.00094395
5-th Percentile 0.04821
Q1 0.1087
Median 2.1525
Q3 3373.9383
95-th Percentile 9212.1479
Maximum 12276.3455
Range 12276.3445
IQR 3373.8295

Descriptive Statistics

Mean 2318.5223
Standard Deviation 3339.4078
Variance 1.1152e+07
Sum 227215.1902
Skewness 1.3213
Kurtosis 0.4482
Coefficient of Variation 1.4403
  • ingot_var is not normally distributed (p-value 2.5623362139484148e-24)
  • ingot_var has 9 outliers

ingot_rms

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 362.3619
Minimum 297.6937
Maximum 507.0259
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_rms is skewed right (γ1 = 0.7032)

Quantile Statistics

Minimum 297.6937
5-th Percentile 297.7763
Q1 302.216
Median 307.2588
Q3 444.5895
95-th Percentile 489.1202
Maximum 507.0259
Range 209.3322
IQR 142.3736

Descriptive Statistics

Mean 362.3619
Standard Deviation 76.6229
Variance 5871.068
Sum 35511.4655
Skewness 0.7032
Kurtosis -1.2567
Coefficient of Variation 0.2115
  • ingot_rms is not normally distributed (p-value 1.047948170854795e-20)

ingot_ptp

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 97.5403
Minimum 0.05325
Maximum 278.9501
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_ptp is skewed right (γ1 = 0.1748)

Quantile Statistics

Minimum 0.05325
5-th Percentile 0.8955
Q1 1.6041
Median 6.1339
Q3 200.3849
95-th Percentile 215.6433
Maximum 278.9501
Range 278.8968
IQR 198.7808

Descriptive Statistics

Mean 97.5403
Standard Deviation 102.4869
Variance 10503.56
Sum 9558.9475
Skewness 0.1748
Kurtosis -1.8832
Coefficient of Variation 1.0507
  • ingot_ptp is not normally distributed (p-value 2.898245305666668e-22)

ingot_crest

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.118
Minimum 1.0001
Maximum 1.6709
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_crest is skewed right (γ1 = 1.5651)

Quantile Statistics

Minimum 1.0001
5-th Percentile 1.0015
Q1 1.0031
Median 1.0075
Q3 1.1779
95-th Percentile 1.542
Maximum 1.6709
Range 0.6709
IQR 0.1747

Descriptive Statistics

Mean 1.118
Standard Deviation 0.1838
Variance 0.03378
Sum 109.56
Skewness 1.5651
Kurtosis 1.1288
Coefficient of Variation 0.1644
  • ingot_crest is not normally distributed (p-value 2.791160621270215e-24)
  • ingot_crest has 12 outliers

ingot_shape

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0073
Minimum 1
Maximum 1.0363
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_shape is skewed right (γ1 = 1.2574)

Quantile Statistics

Minimum 1
5-th Percentile 1
Q1 1
Median 1
Q3 1.0127
95-th Percentile 1.0303
Maximum 1.0363
Range 0.03626
IQR 0.01273

Descriptive Statistics

Mean 1.0073
Standard Deviation 0.01069
Variance 0.00011424
Sum 98.7175
Skewness 1.2574
Kurtosis 0.09482
Coefficient of Variation 0.01061
  • ingot_shape is not normally distributed (p-value 2.779326300075076e-24)
  • ingot_shape has 2 outliers

ingot_impulse

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.1274
Minimum 1.0001
Maximum 1.683
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_impulse is skewed right (γ1 = 1.4584)

Quantile Statistics

Minimum 1.0001
5-th Percentile 1.0015
Q1 1.0032
Median 1.0075
Q3 1.1942
95-th Percentile 1.5654
Maximum 1.683
Range 0.6829
IQR 0.1911

Descriptive Statistics

Mean 1.1274
Standard Deviation 0.1937
Variance 0.03752
Sum 110.4814
Skewness 1.4584
Kurtosis 0.7307
Coefficient of Variation 0.1718
  • ingot_impulse is not normally distributed (p-value 3.006650050255108e-24)
  • ingot_impulse has 12 outliers

ingot_margin

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.003252
Minimum 0.001987
Maximum 0.005441
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ingot_margin is skewed right (γ1 = 0.6314)

Quantile Statistics

Minimum 0.001987
5-th Percentile 0.002146
Q1 0.002608
Median 0.003316
Q3 0.003378
95-th Percentile 0.004884
Maximum 0.005441
Range 0.003455
IQR 0.00076968

Descriptive Statistics

Mean 0.003252
Standard Deviation 0.00079485
Variance 6.3178e-07
Sum 0.3187
Skewness 0.6314
Kurtosis 0.4333
Coefficient of Variation 0.2444
  • ingot_margin is not normally distributed (p-value 8.251939642653401e-20)
  • ingot_margin has 10 outliers

discharge_mean

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 82.5377
Minimum 3.8437
Maximum 193.5306
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_mean is skewed left (γ1 = -0.1118)

Quantile Statistics

Minimum 3.8437
5-th Percentile 3.8854
Q1 19.2563
Median 106.9077
Q3 142.9918
95-th Percentile 156.6871
Maximum 193.5306
Range 189.6869
IQR 123.7355

Descriptive Statistics

Mean 82.5377
Standard Deviation 63.4177
Variance 4021.8033
Sum 8088.6929
Skewness -0.1118
Kurtosis -1.6325
Coefficient of Variation 0.7683
  • discharge_mean is not normally distributed (p-value 5.186953755404079e-16)

discharge_median

numerical

Approximate Distinct Count 97
Approximate Unique (%) 99.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 94.8774
Minimum 3.7857
Maximum 191.9519
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_median is skewed left (γ1 = -0.2282)

Quantile Statistics

Minimum 3.7857
5-th Percentile 3.8778
Q1 7.8542
Median 116.0033
Q3 164.4789
95-th Percentile 179.2082
Maximum 191.9519
Range 188.1661
IQR 156.6247

Descriptive Statistics

Mean 94.8774
Standard Deviation 72.664
Variance 5280.0602
Sum 9297.9895
Skewness -0.2282
Kurtosis -1.7269
Coefficient of Variation 0.7659
  • discharge_median is not normally distributed (p-value 8.034130579182631e-17)

discharge_sum

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 11299.5628
Minimum 11.8013
Maximum 31520.2436
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_sum is skewed right (γ1 = 0.4197)

Quantile Statistics

Minimum 11.8013
5-th Percentile 77.6685
Q1 1495.8814
Median 8530.3639
Q3 19734.7467
95-th Percentile 27799.1866
Maximum 31520.2436
Range 31508.4423
IQR 18238.8654

Descriptive Statistics

Mean 11299.5628
Standard Deviation 10262.5176
Variance 1.0532e+08
Sum 1.1074e+06
Skewness 0.4197
Kurtosis -1.3428
Coefficient of Variation 0.9082
  • discharge_sum is not normally distributed (p-value 8.973982937171358e-19)

discharge_std

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 27.9888
Minimum 0.01222
Maximum 79.8536
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_std is skewed right (γ1 = 0.3802)

Quantile Statistics

Minimum 0.01222
5-th Percentile 0.1124
Q1 0.2375
Median 8.5364
Q3 62.3885
95-th Percentile 74.1496
Maximum 79.8536
Range 79.8414
IQR 62.151

Descriptive Statistics

Mean 27.9888
Standard Deviation 30.4851
Variance 929.3397
Sum 2742.9006
Skewness 0.3802
Kurtosis -1.6778
Coefficient of Variation 1.0892
  • discharge_std is not normally distributed (p-value 2.8989609688555755e-23)

discharge_min

numerical

Approximate Distinct Count 97
Approximate Unique (%) 99.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 30.7283
Minimum 3.4394
Maximum 180.5648
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_min is skewed right (γ1 = 1.9107)

Quantile Statistics

Minimum 3.4394
5-th Percentile 3.55
Q1 3.6523
Median 11.9447
Q3 18.8634
95-th Percentile 144.2078
Maximum 180.5648
Range 177.1254
IQR 15.211

Descriptive Statistics

Mean 30.7283
Standard Deviation 49.2698
Variance 2427.5143
Sum 3011.3695
Skewness 1.9107
Kurtosis 2.0709
Coefficient of Variation 1.6034
  • discharge_min is not normally distributed (p-value 1.2732322508037558e-19)
  • discharge_min has 16 outliers

discharge_max

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 113.1098
Minimum 4.0243
Maximum 225.4499
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_max is skewed left (γ1 = -0.1412)

Quantile Statistics

Minimum 4.0243
5-th Percentile 4.1114
Q1 19.9847
Median 128.2582
Q3 185.3506
95-th Percentile 223.8884
Maximum 225.4499
Range 221.4257
IQR 165.366

Descriptive Statistics

Mean 113.1098
Standard Deviation 87.97
Variance 7738.7182
Sum 11084.7575
Skewness -0.1412
Kurtosis -1.6593
Coefficient of Variation 0.7777
  • discharge_max is not normally distributed (p-value 1.6910651776324164e-14)

discharge_skew

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean -0.4615
Minimum -3.8055
Maximum 2.2391
Zeros 0
Zeros (%) 0.0%
Negatives 69
Negatives (%) 70.4%
  • discharge_skew is skewed left (γ1 = -0.3177)

Quantile Statistics

Minimum -3.8055
5-th Percentile -1.7175
Q1 -1.0955
Median -0.2855
Q3 0.1244
95-th Percentile 0.9237
Maximum 2.2391
Range 6.0446
IQR 1.2198

Descriptive Statistics

Mean -0.4615
Standard Deviation 0.9045
Variance 0.8182
Sum -45.224
Skewness -0.3177
Kurtosis 1.5636
Coefficient of Variation -1.9601
  • discharge_skew is not normally distributed (p-value 0.0020411475478965043)
  • discharge_skew has 2 outliers

discharge_kurt

numerical

Approximate Distinct Count 95
Approximate Unique (%) 100.0%
Missing 3
Missing (%) 3.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.2639
Minimum -1.9243
Maximum 32.3128
Zeros 0
Zeros (%) 0.0%
Negatives 55
Negatives (%) 56.1%
  • discharge_kurt is skewed right (γ1 = 7.8713)

Quantile Statistics

Minimum -1.9243
5-th Percentile -1.4829
Q1 -0.9734
Median -0.09354
Q3 0.3876
95-th Percentile 3.1998
Maximum 32.3128
Range 34.2372
IQR 1.3609

Descriptive Statistics

Mean 0.2639
Standard Deviation 3.556
Variance 12.6451
Sum 25.0675
Skewness 7.8713
Kurtosis 68.0378
Coefficient of Variation 13.4764
  • discharge_kurt is not normally distributed (p-value 5.398606708549109e-14)
  • discharge_kurt has 6 outliers

discharge_var

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1703.2285
Minimum 0.00014931
Maximum 6376.6025
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_var is skewed right (γ1 = 0.6472)

Quantile Statistics

Minimum 0.00014931
5-th Percentile 0.01264
Q1 0.05643
Median 72.9214
Q3 3892.3219
95-th Percentile 5498.1573
Maximum 6376.6025
Range 6376.6024
IQR 3892.2655

Descriptive Statistics

Mean 1703.2285
Standard Deviation 2094.5657
Variance 4.3872e+06
Sum 166916.3953
Skewness 0.6472
Kurtosis -1.2312
Coefficient of Variation 1.2298
  • discharge_var is not normally distributed (p-value 2.591222396704305e-24)

discharge_rms

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 89.1734
Minimum 3.8464
Maximum 193.7673
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_rms is skewed left (γ1 = -0.1932)

Quantile Statistics

Minimum 3.8464
5-th Percentile 3.8867
Q1 19.3674
Median 112.9333
Q3 154.5555
95-th Percentile 166.6049
Maximum 193.7673
Range 189.9209
IQR 135.1881

Descriptive Statistics

Mean 89.1734
Standard Deviation 67.6751
Variance 4579.9139
Sum 8738.9965
Skewness -0.1932
Kurtosis -1.6913
Coefficient of Variation 0.7589
  • discharge_rms is not normally distributed (p-value 6.668098819370014e-16)

discharge_ptp

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 82.3815
Minimum 0.02207
Maximum 206.7202
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_ptp is skewed right (γ1 = 0.3404)

Quantile Statistics

Minimum 0.02207
5-th Percentile 0.436
Q1 1.054
Median 31.4986
Q3 180.5041
95-th Percentile 205.0857
Maximum 206.7202
Range 206.6981
IQR 179.4501

Descriptive Statistics

Mean 82.3815
Standard Deviation 87.4526
Variance 7647.9597
Sum 8073.388
Skewness 0.3404
Kurtosis -1.7067
Coefficient of Variation 1.0616
  • discharge_ptp is not normally distributed (p-value 2.1155529397163204e-22)

discharge_crest

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.2069
Minimum 1.002
Maximum 2.9752
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_crest is skewed right (γ1 = 4.4204)

Quantile Statistics

Minimum 1.002
5-th Percentile 1.0283
Q1 1.054
Median 1.1087
Q3 1.3618
95-th Percentile 1.4255
Maximum 2.9752
Range 1.9732
IQR 0.3077

Descriptive Statistics

Mean 1.2069
Standard Deviation 0.2354
Variance 0.05541
Sum 118.2785
Skewness 4.4204
Kurtosis 30.4272
Coefficient of Variation 0.195
  • discharge_crest is not normally distributed (p-value 9.529019561224745e-11)
  • discharge_crest has 1 outliers

discharge_shape

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0676
Minimum 1
Maximum 2.2308
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_shape is skewed right (γ1 = 6.1347)

Quantile Statistics

Minimum 1
5-th Percentile 1.0001
Q1 1.0003
Median 1.0014
Q3 1.1064
95-th Percentile 1.2151
Maximum 2.2308
Range 1.2308
IQR 0.1061

Descriptive Statistics

Mean 1.0676
Standard Deviation 0.1393
Variance 0.01939
Sum 104.6268
Skewness 6.1347
Kurtosis 47.9382
Coefficient of Variation 0.1304
  • discharge_shape is not normally distributed (p-value 3.392923380652086e-23)
  • discharge_shape has 3 outliers

discharge_impulse

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.3192
Minimum 1.002
Maximum 6.6372
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_impulse is skewed right (γ1 = 7.3859)

Quantile Statistics

Minimum 1.002
5-th Percentile 1.0285
Q1 1.0545
Median 1.1159
Q3 1.4867
95-th Percentile 1.6756
Maximum 6.6372
Range 5.6352
IQR 0.4322

Descriptive Statistics

Mean 1.3192
Standard Deviation 0.5953
Variance 0.3544
Sum 129.2794
Skewness 7.3859
Kurtosis 63.3738
Coefficient of Variation 0.4513
  • discharge_impulse is not normally distributed (p-value 2.5089618600976325e-21)
  • discharge_impulse has 1 outliers

discharge_margin

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.08544
Minimum 0.00574
Maximum 0.3453
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • discharge_margin is skewed right (γ1 = 1.0877)

Quantile Statistics

Minimum 0.00574
5-th Percentile 0.006848
Q1 0.01002
Median 0.01392
Q3 0.2009
95-th Percentile 0.2804
Maximum 0.3453
Range 0.3396
IQR 0.1909

Descriptive Statistics

Mean 0.08544
Standard Deviation 0.1143
Variance 0.01307
Sum 8.3734
Skewness 1.0877
Kurtosis -0.7106
Coefficient of Variation 1.3382
  • discharge_margin is not normally distributed (p-value 3.408264287260194e-20)

mould_mean

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 285.5746
Minimum 150.5278
Maximum 387.506
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_mean is skewed left (γ1 = -0.3693)

Quantile Statistics

Minimum 150.5278
5-th Percentile 178.4494
Q1 209.718
Median 327.0836
Q3 341.6065
95-th Percentile 377.6104
Maximum 387.506
Range 236.9782
IQR 131.8885

Descriptive Statistics

Mean 285.5746
Standard Deviation 73.366
Variance 5382.5722
Sum 27986.3131
Skewness -0.3693
Kurtosis -1.5064
Coefficient of Variation 0.2569
  • mould_mean is not normally distributed (p-value 1.9015815243230654e-06)

mould_median

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 285.9035
Minimum 150.4438
Maximum 387.9926
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_median is skewed left (γ1 = -0.3975)

Quantile Statistics

Minimum 150.4438
5-th Percentile 173.8006
Q1 208.1414
Median 327.3842
Q3 342.7153
95-th Percentile 380.3844
Maximum 387.9926
Range 237.5488
IQR 134.5738

Descriptive Statistics

Mean 285.9035
Standard Deviation 75.397
Variance 5684.7128
Sum 28018.5406
Skewness -0.3975
Kurtosis -1.4788
Coefficient of Variation 0.2637
  • mould_median is not normally distributed (p-value 0.0005419362944511965)

mould_sum

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 38211.1283
Minimum 572.9547
Maximum 74856.6908
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_sum is skewed left (γ1 = -0.2126)

Quantile Statistics

Minimum 572.9547
5-th Percentile 3017.933
Q1 23099.9612
Median 38656.6351
Q3 53577.1561
95-th Percentile 65862.1916
Maximum 74856.6908
Range 74283.7361
IQR 30477.1949

Descriptive Statistics

Mean 38211.1283
Standard Deviation 20297.8091
Variance 4.12e+08
Sum 3.7447e+06
Skewness -0.2126
Kurtosis -0.9694
Coefficient of Variation 0.5312

mould_std

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 5.448
Minimum 0.1601
Maximum 111.5701
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_std is skewed right (γ1 = 4.3416)

Quantile Statistics

Minimum 0.1601
5-th Percentile 0.4303
Q1 0.5953
Median 0.8674
Q3 1.2732
95-th Percentile 30.509
Maximum 111.5701
Range 111.41
IQR 0.678

Descriptive Statistics

Mean 5.448
Standard Deviation 18.4345
Variance 339.8302
Sum 533.9006
Skewness 4.3416
Kurtosis 18.231
Coefficient of Variation 3.3837
  • mould_std is not normally distributed (p-value 5.864683262814816e-25)
  • mould_std has 14 outliers

mould_min

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 276.3555
Minimum 149.2554
Maximum 385.1198
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_min is skewed left (γ1 = -0.3002)

Quantile Statistics

Minimum 149.2554
5-th Percentile 154.209
Q1 200.6853
Median 324.3596
Q3 337.4858
95-th Percentile 375.2385
Maximum 385.1198
Range 235.8644
IQR 136.8005

Descriptive Statistics

Mean 276.3555
Standard Deviation 77.2404
Variance 5966.0806
Sum 27082.8426
Skewness -0.3002
Kurtosis -1.5623
Coefficient of Variation 0.2795
  • mould_min is not normally distributed (p-value 2.78498666794004e-10)

mould_max

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 294.3561
Minimum 151.6747
Maximum 416.7784
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_max is skewed left (γ1 = -0.3954)

Quantile Statistics

Minimum 151.6747
5-th Percentile 181.5256
Q1 213.0666
Median 332.1022
Q3 347.4304
95-th Percentile 388.7972
Maximum 416.7784
Range 265.1037
IQR 134.3637

Descriptive Statistics

Mean 294.3561
Standard Deviation 76.2943
Variance 5820.818
Sum 28846.8954
Skewness -0.3954
Kurtosis -1.3929
Coefficient of Variation 0.2592
  • mould_max is not normally distributed (p-value 2.4386943144574666e-05)

mould_skew

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.1607
Minimum -3.013
Maximum 3.1578
Zeros 0
Zeros (%) 0.0%
Negatives 46
Negatives (%) 46.9%
  • mould_skew is skewed left (γ1 = -0.0725)

Quantile Statistics

Minimum -3.013
5-th Percentile -0.7995
Q1 -0.1408
Median 0.05969
Q3 0.489
95-th Percentile 1.7613
Maximum 3.1578
Range 6.1708
IQR 0.6299

Descriptive Statistics

Mean 0.1607
Standard Deviation 0.8999
Variance 0.8098
Sum 15.7482
Skewness -0.07249
Kurtosis 3.7638
Coefficient of Variation 5.5999
  • mould_skew is not normally distributed (p-value 6.3077205301577656e-09)
  • mould_skew has 13 outliers

mould_kurt

numerical

Approximate Distinct Count 95
Approximate Unique (%) 100.0%
Missing 3
Missing (%) 3.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.1819
Minimum -1.591
Maximum 24.9594
Zeros 0
Zeros (%) 0.0%
Negatives 50
Negatives (%) 51.0%
  • mould_kurt is skewed right (γ1 = 3.5338)

Quantile Statistics

Minimum -1.591
5-th Percentile -0.9429
Q1 -0.5032
Median -0.027
Q3 0.6176
95-th Percentile 10.9372
Maximum 24.9594
Range 26.5503
IQR 1.1208

Descriptive Statistics

Mean 1.1819
Standard Deviation 4.1447
Variance 17.1789
Sum 112.2769
Skewness 3.5338
Kurtosis 13.4056
Coefficient of Variation 3.507
  • mould_kurt is not normally distributed (p-value 1.561794778194906e-14)
  • mould_kurt has 11 outliers

mould_var

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 366.0428
Minimum 0.02564
Maximum 12447.8817
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_var is skewed right (γ1 = 5.3625)

Quantile Statistics

Minimum 0.02564
5-th Percentile 0.1854
Q1 0.3544
Median 0.7525
Q3 1.6214
95-th Percentile 1043.6374
Maximum 12447.8817
Range 12447.8561
IQR 1.267

Descriptive Statistics

Mean 366.0428
Standard Deviation 1715.3807
Variance 2.9425e+06
Sum 35872.1966
Skewness 5.3625
Kurtosis 30.0632
Coefficient of Variation 4.6863
  • mould_var is not normally distributed (p-value 4.435270952495686e-25)
  • mould_var has 14 outliers

mould_rms

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 286.2808
Minimum 150.5283
Maximum 387.5097
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_rms is skewed left (γ1 = -0.3804)

Quantile Statistics

Minimum 150.5283
5-th Percentile 180.1521
Q1 209.7196
Median 327.0846
Q3 341.6089
95-th Percentile 377.6196
Maximum 387.5097
Range 236.9814
IQR 131.8893

Descriptive Statistics

Mean 286.2808
Standard Deviation 73.0893
Variance 5342.0449
Sum 28055.5165
Skewness -0.3804
Kurtosis -1.4936
Coefficient of Variation 0.2553
  • mould_rms is not normally distributed (p-value 5.851175879851317e-07)

mould_ptp

numerical

Approximate Distinct Count 97
Approximate Unique (%) 99.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 18.0005
Minimum 0.3866
Maximum 265.433
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_ptp is skewed right (γ1 = 4.0528)

Quantile Statistics

Minimum 0.3866
5-th Percentile 1.5276
Q1 2.7318
Median 4.5219
Q3 8.1198
95-th Percentile 90.031
Maximum 265.433
Range 265.0463
IQR 5.3879

Descriptive Statistics

Mean 18.0005
Standard Deviation 52.5794
Variance 2764.5931
Sum 1764.0528
Skewness 4.0528
Kurtosis 14.9578
Coefficient of Variation 2.921
  • mould_ptp is not normally distributed (p-value 6.29056034196162e-23)
  • mould_ptp has 8 outliers

mould_crest

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0324
Minimum 1.0009
Maximum 2.1855
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_crest is skewed right (γ1 = 7.2303)

Quantile Statistics

Minimum 1.0009
5-th Percentile 1.0032
Q1 1.0055
Median 1.009
Q3 1.0128
95-th Percentile 1.0675
Maximum 2.1855
Range 1.1846
IQR 0.007299

Descriptive Statistics

Mean 1.0324
Standard Deviation 0.1368
Variance 0.0187
Sum 101.1768
Skewness 7.2303
Kurtosis 54.2872
Coefficient of Variation 0.1325
  • mould_crest is not normally distributed (p-value 4.462382182755745e-25)
  • mould_crest has 8 outliers

mould_shape

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.003
Minimum 1
Maximum 1.1155
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_shape is skewed right (γ1 = 5.9674)

Quantile Statistics

Minimum 1
5-th Percentile 1
Q1 1
Median 1
Q3 1
95-th Percentile 1.0085
Maximum 1.1155
Range 0.1155
IQR 6.5663e-06

Descriptive Statistics

Mean 1.003
Standard Deviation 0.01534
Variance 0.0002353
Sum 98.2934
Skewness 5.9674
Kurtosis 36.4815
Coefficient of Variation 0.01529
  • mould_shape is not normally distributed (p-value 4.377251917120126e-25)
  • mould_shape has 15 outliers

mould_impulse

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0374
Minimum 1.0009
Maximum 2.3704
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_impulse is skewed right (γ1 = 6.9729)

Quantile Statistics

Minimum 1.0009
5-th Percentile 1.0032
Q1 1.0055
Median 1.009
Q3 1.0128
95-th Percentile 1.0766
Maximum 2.3704
Range 1.3696
IQR 0.007312

Descriptive Statistics

Mean 1.0374
Standard Deviation 0.1631
Variance 0.0266
Sum 101.6609
Skewness 6.9729
Kurtosis 49.9994
Coefficient of Variation 0.1572
  • mould_impulse is not normally distributed (p-value 4.462382182755745e-25)
  • mould_impulse has 8 outliers

mould_margin

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.003953
Minimum 0.002593
Maximum 0.01355
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mould_margin is skewed right (γ1 = 2.8342)

Quantile Statistics

Minimum 0.002593
5-th Percentile 0.002667
Q1 0.002969
Median 0.00309
Q3 0.004882
95-th Percentile 0.005812
Maximum 0.01355
Range 0.01096
IQR 0.001913

Descriptive Statistics

Mean 0.003953
Standard Deviation 0.001546
Variance 2.3888e-06
Sum 0.3874
Skewness 2.8342
Kurtosis 13.6261
Coefficient of Variation 0.391
  • mould_margin is not normally distributed (p-value 3.816044875732482e-14)
  • mould_margin has 2 outliers

oil_pressure_mean

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 371.0458
Minimum 95.8523
Maximum 446.225
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_mean is skewed left (γ1 = -1.7645)

Quantile Statistics

Minimum 95.8523
5-th Percentile 100.6808
Q1 402.5027
Median 419.0596
Q3 437.863
95-th Percentile 444.37
Maximum 446.225
Range 350.3727
IQR 35.3603

Descriptive Statistics

Mean 371.0458
Standard Deviation 119.587
Variance 14301.0492
Sum 36362.4837
Skewness -1.7645
Kurtosis 1.2503
Coefficient of Variation 0.3223
  • oil_pressure_mean is not normally distributed (p-value 1.1189650043609437e-13)
  • oil_pressure_mean has 17 outliers

oil_pressure_median

numerical

Approximate Distinct Count 96
Approximate Unique (%) 98.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 370.9517
Minimum 95.8473
Maximum 446.2317
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_median is skewed left (γ1 = -1.7714)

Quantile Statistics

Minimum 95.8473
5-th Percentile 100.6728
Q1 402.8076
Median 418.9576
Q3 437.8173
95-th Percentile 444.2656
Maximum 446.2317
Range 350.3844
IQR 35.0097

Descriptive Statistics

Mean 370.9517
Standard Deviation 121.2978
Variance 14713.1593
Sum 36353.2641
Skewness -1.7714
Kurtosis 1.2282
Coefficient of Variation 0.327
  • oil_pressure_median is not normally distributed (p-value 1.0727426045491841e-13)
  • oil_pressure_median has 16 outliers

oil_pressure_sum

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 50198.7435
Minimum 301.9482
Maximum 88219.4095
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_sum is skewed left (γ1 = -0.4908)

Quantile Statistics

Minimum 301.9482
5-th Percentile 1837.5807
Q1 22742.0091
Median 59553.0334
Q3 73741.4638
95-th Percentile 81503.8234
Maximum 88219.4095
Range 87917.4613
IQR 50999.4547

Descriptive Statistics

Mean 50198.7435
Standard Deviation 27616.6508
Variance 7.6268e+08
Sum 4.9195e+06
Skewness -0.4908
Kurtosis -1.2466
Coefficient of Variation 0.5501
  • oil_pressure_sum is not normally distributed (p-value 0.0008907877665841951)

oil_pressure_std

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 3.2403
Minimum 0.02301
Maximum 139.945
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_std is skewed right (γ1 = 6.7845)

Quantile Statistics

Minimum 0.02301
5-th Percentile 0.06549
Q1 0.1674
Median 0.4196
Q3 0.5455
95-th Percentile 1.4415
Maximum 139.945
Range 139.922
IQR 0.3781

Descriptive Statistics

Mean 3.2403
Standard Deviation 19.3842
Variance 375.7463
Sum 317.5463
Skewness 6.7845
Kurtosis 44.0814
Coefficient of Variation 5.9823
  • oil_pressure_std is not normally distributed (p-value 4.27625558579035e-25)
  • oil_pressure_std has 9 outliers

oil_pressure_min

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 366.9449
Minimum 95.2549
Maximum 445.9839
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_min is skewed left (γ1 = -1.6773)

Quantile Statistics

Minimum 95.2549
5-th Percentile 100.5153
Q1 401.4214
Median 418.0518
Q3 437.2001
95-th Percentile 443.0616
Maximum 445.9839
Range 350.729
IQR 35.7786

Descriptive Statistics

Mean 366.9449
Standard Deviation 123.9774
Variance 15370.3945
Sum 35960.6046
Skewness -1.6773
Kurtosis 0.8957
Coefficient of Variation 0.3379
  • oil_pressure_min is not normally distributed (p-value 1.9221704179640966e-11)
  • oil_pressure_min has 17 outliers

oil_pressure_max

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 374.9686
Minimum 96.2196
Maximum 446.5773
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_max is skewed left (γ1 = -1.8722)

Quantile Statistics

Minimum 96.2196
5-th Percentile 100.7841
Q1 404.3903
Median 420.2287
Q3 438.7491
95-th Percentile 445.479
Maximum 446.5773
Range 350.3577
IQR 34.3588

Descriptive Statistics

Mean 374.9686
Standard Deviation 118.3106
Variance 13997.4053
Sum 36746.923
Skewness -1.8722
Kurtosis 1.6053
Coefficient of Variation 0.3155
  • oil_pressure_max is not normally distributed (p-value 1.0389383755006077e-13)
  • oil_pressure_max has 15 outliers

oil_pressure_skew

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean -0.1641
Minimum -3.6349
Maximum 1.9967
Zeros 0
Zeros (%) 0.0%
Negatives 55
Negatives (%) 56.1%
  • oil_pressure_skew is skewed left (γ1 = -1.0464)

Quantile Statistics

Minimum -3.6349
5-th Percentile -1.81
Q1 -0.4867
Median -0.08015
Q3 0.2773
95-th Percentile 1.0624
Maximum 1.9967
Range 5.6316
IQR 0.764

Descriptive Statistics

Mean -0.1641
Standard Deviation 0.9588
Variance 0.9194
Sum -16.0789
Skewness -1.0464
Kurtosis 2.5557
Coefficient of Variation -5.844
  • oil_pressure_skew is not normally distributed (p-value 1.518555396751845e-08)
  • oil_pressure_skew has 12 outliers

oil_pressure_kurt

numerical

Approximate Distinct Count 95
Approximate Unique (%) 100.0%
Missing 3
Missing (%) 3.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.6119
Minimum -1.9066
Maximum 20.2684
Zeros 0
Zeros (%) 0.0%
Negatives 51
Negatives (%) 52.0%
  • oil_pressure_kurt is skewed right (γ1 = 3.9484)

Quantile Statistics

Minimum -1.9066
5-th Percentile -1.5156
Q1 -1.0232
Median -0.1628
Q3 0.6871
95-th Percentile 4.5084
Maximum 20.2684
Range 22.1751
IQR 1.7103

Descriptive Statistics

Mean 0.6119
Standard Deviation 3.259
Variance 10.621
Sum 58.1341
Skewness 3.9484
Kurtosis 17.9946
Coefficient of Variation 5.3257
  • oil_pressure_kurt is not normally distributed (p-value 1.8805851214186443e-09)
  • oil_pressure_kurt has 9 outliers

oil_pressure_var

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 382.4115
Minimum 0.00052934
Maximum 19584.6015
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_var is skewed right (γ1 = 6.8069)

Quantile Statistics

Minimum 0.00052934
5-th Percentile 0.004289
Q1 0.02802
Median 0.1761
Q3 0.2976
95-th Percentile 2.0797
Maximum 19584.6015
Range 19584.601
IQR 0.2696

Descriptive Statistics

Mean 382.4115
Standard Deviation 2663.1956
Variance 7.0926e+06
Sum 37476.3303
Skewness 6.8069
Kurtosis 44.4422
Coefficient of Variation 6.9642
  • oil_pressure_var is not normally distributed (p-value 4.27625558579035e-25)
  • oil_pressure_var has 18 outliers

oil_pressure_rms

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 371.7917
Minimum 95.8524
Maximum 446.225
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_rms is skewed left (γ1 = -1.7928)

Quantile Statistics

Minimum 95.8524
5-th Percentile 100.6809
Q1 402.503
Median 419.0598
Q3 437.8631
95-th Percentile 444.3703
Maximum 446.225
Range 350.3726
IQR 35.3601

Descriptive Statistics

Mean 371.7917
Standard Deviation 118.8512
Variance 14125.6128
Sum 36435.5892
Skewness -1.7928
Kurtosis 1.3587
Coefficient of Variation 0.3197
  • oil_pressure_rms is not normally distributed (p-value 1.1189650043609437e-13)
  • oil_pressure_rms has 16 outliers

oil_pressure_ptp

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 8.0237
Minimum 0.05632
Maximum 308.7349
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_ptp is skewed right (γ1 = 6.7723)

Quantile Statistics

Minimum 0.05632
5-th Percentile 0.2979
Q1 0.8711
Median 1.5228
Q3 2.4179
95-th Percentile 5.2473
Maximum 308.7349
Range 308.6786
IQR 1.5468

Descriptive Statistics

Mean 8.0237
Standard Deviation 43.3281
Variance 1877.3251
Sum 786.3184
Skewness 6.7723
Kurtosis 43.9235
Coefficient of Variation 5.4
  • oil_pressure_ptp is not normally distributed (p-value 4.436956830183154e-25)
  • oil_pressure_ptp has 6 outliers

oil_pressure_crest

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0115
Minimum 1.0002
Maximum 1.7423
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_crest is skewed right (γ1 = 9.2016)

Quantile Statistics

Minimum 1.0002
5-th Percentile 1.0004
Q1 1.0012
Median 1.002
Q3 1.0029
95-th Percentile 1.0058
Maximum 1.7423
Range 0.742
IQR 0.001719

Descriptive Statistics

Mean 1.0115
Standard Deviation 0.07623
Variance 0.00581
Sum 99.1243
Skewness 9.2016
Kurtosis 85.1293
Coefficient of Variation 0.07536
  • oil_pressure_crest is not normally distributed (p-value 4.27625558579035e-25)
  • oil_pressure_crest has 9 outliers

oil_pressure_shape

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0034
Minimum 1
Maximum 1.2517
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_shape is skewed right (γ1 = 8.6422)

Quantile Statistics

Minimum 1
5-th Percentile 1
Q1 1
Median 1
Q3 1
95-th Percentile 1
Maximum 1.2517
Range 0.2517
IQR 1.0683e-06

Descriptive Statistics

Mean 1.0034
Standard Deviation 0.02665
Variance 0.00071009
Sum 98.3334
Skewness 8.6422
Kurtosis 76.2739
Coefficient of Variation 0.02656
  • oil_pressure_shape is not normally distributed (p-value 4.27625558579035e-25)
  • oil_pressure_shape has 11 outliers

oil_pressure_impulse

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0169
Minimum 1.0002
Maximum 2.1808
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_impulse is skewed right (γ1 = 9.196)

Quantile Statistics

Minimum 1.0002
5-th Percentile 1.0004
Q1 1.0012
Median 1.002
Q3 1.0029
95-th Percentile 1.0058
Maximum 2.1808
Range 1.1806
IQR 0.00172

Descriptive Statistics

Mean 1.0169
Standard Deviation 0.1214
Variance 0.01475
Sum 99.6574
Skewness 9.196
Kurtosis 85.0305
Coefficient of Variation 0.1194
  • oil_pressure_impulse is not normally distributed (p-value 4.27625558579035e-25)
  • oil_pressure_impulse has 9 outliers

oil_pressure_margin

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.003654
Minimum 0.002242
Maximum 0.01176
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • oil_pressure_margin is skewed right (γ1 = 1.8282)

Quantile Statistics

Minimum 0.002242
5-th Percentile 0.002255
Q1 0.002288
Median 0.002392
Q3 0.002491
95-th Percentile 0.009959
Maximum 0.01176
Range 0.009523
IQR 0.00020239

Descriptive Statistics

Mean 0.003654
Standard Deviation 0.0029
Variance 8.4104e-06
Sum 0.3581
Skewness 1.8282
Kurtosis 1.4012
Coefficient of Variation 0.7937
  • oil_pressure_margin is not normally distributed (p-value 1.4802015422084134e-22)
  • oil_pressure_margin has 17 outliers

bucket_mean

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 424.8087
Minimum 237.4659
Maximum 620.5456
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_mean is skewed left (γ1 = -0.3781)

Quantile Statistics

Minimum 237.4659
5-th Percentile 237.5986
Q1 243.5328
Median 536.6968
Q3 551.4346
95-th Percentile 558.2062
Maximum 620.5456
Range 383.0797
IQR 307.9018

Descriptive Statistics

Mean 424.8087
Standard Deviation 150.5057
Variance 22651.9742
Sum 41631.2545
Skewness -0.3781
Kurtosis -1.8133
Coefficient of Variation 0.3543
  • bucket_mean is not normally distributed (p-value 1.4086112330349942e-17)

bucket_median

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 430.1479
Minimum 237.4727
Maximum 620.5213
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_median is skewed left (γ1 = -0.4026)

Quantile Statistics

Minimum 237.4727
5-th Percentile 237.6052
Q1 243.5056
Median 541.6348
Q3 560.2543
95-th Percentile 565.0883
Maximum 620.5213
Range 383.0486
IQR 316.7486

Descriptive Statistics

Mean 430.1479
Standard Deviation 154.5796
Variance 23894.8572
Sum 42154.498
Skewness -0.4026
Kurtosis -1.8155
Coefficient of Variation 0.3594
  • bucket_median is not normally distributed (p-value 1.667673702567694e-17)

bucket_sum

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 56807.6638
Minimum 730.192
Maximum 113058.7026
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_sum is skewed right (γ1 = 0.0308)

Quantile Statistics

Minimum 730.192
5-th Percentile 4443.7529
Q1 33783.1165
Median 48334.0252
Q3 89019.0997
95-th Percentile 104741.0151
Maximum 113058.7026
Range 112328.5106
IQR 55235.9832

Descriptive Statistics

Mean 56807.6638
Standard Deviation 33456.2171
Variance 1.1193e+09
Sum 5.5672e+06
Skewness 0.0308
Kurtosis -1.2626
Coefficient of Variation 0.5889

bucket_std

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 11.6938
Minimum 0.0387
Maximum 137.3977
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_std is skewed right (γ1 = 4.1578)

Quantile Statistics

Minimum 0.0387
5-th Percentile 0.3413
Q1 0.6522
Median 2.3641
Q3 16.284
95-th Percentile 24.9845
Maximum 137.3977
Range 137.359
IQR 15.6317

Descriptive Statistics

Mean 11.6938
Standard Deviation 21.8882
Variance 479.093
Sum 1145.995
Skewness 4.1578
Kurtosis 19.2119
Coefficient of Variation 1.8718
  • bucket_std is not normally distributed (p-value 1.8156480720420036e-21)
  • bucket_std has 4 outliers

bucket_min

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 396.9534
Minimum 233.8774
Maximum 619.952
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_min is skewed left (γ1 = -0.1994)

Quantile Statistics

Minimum 233.8774
5-th Percentile 234.8943
Q1 242.8295
Median 501.4867
Q3 513.736
95-th Percentile 550.9557
Maximum 619.952
Range 386.0746
IQR 270.9065

Descriptive Statistics

Mean 396.9534
Standard Deviation 139.0695
Variance 19340.3131
Sum 38901.4321
Skewness -0.1994
Kurtosis -1.8623
Coefficient of Variation 0.3503
  • bucket_min is not normally distributed (p-value 3.102393907662864e-14)

bucket_max

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 438.3846
Minimum 239.3759
Maximum 648.4531
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_max is skewed left (γ1 = -0.4363)

Quantile Statistics

Minimum 239.3759
5-th Percentile 239.8962
Q1 244.626
Median 549.0535
Q3 564.6961
95-th Percentile 569.0908
Maximum 648.4531
Range 409.0772
IQR 320.0701

Descriptive Statistics

Mean 438.3846
Standard Deviation 156.9104
Variance 24620.8651
Sum 42961.6925
Skewness -0.4363
Kurtosis -1.769
Coefficient of Variation 0.3579
  • bucket_max is not normally distributed (p-value 3.1402298232339294e-17)

bucket_skew

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean -0.6655
Minimum -6.2057
Maximum 3.2538
Zeros 0
Zeros (%) 0.0%
Negatives 68
Negatives (%) 69.4%
  • bucket_skew is skewed left (γ1 = -0.7407)

Quantile Statistics

Minimum -6.2057
5-th Percentile -2.3766
Q1 -1.3297
Median -0.7226
Q3 0.09926
95-th Percentile 0.8493
Maximum 3.2538
Range 9.4595
IQR 1.429

Descriptive Statistics

Mean -0.6655
Standard Deviation 1.2545
Variance 1.5737
Sum -65.2234
Skewness -0.7407
Kurtosis 3.8404
Coefficient of Variation -1.8849
  • bucket_skew is not normally distributed (p-value 0.00019869310235168193)
  • bucket_skew has 5 outliers

bucket_kurt

numerical

Approximate Distinct Count 95
Approximate Unique (%) 100.0%
Missing 3
Missing (%) 3.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.5677
Minimum -1.5689
Maximum 50.6354
Zeros 0
Zeros (%) 0.0%
Negatives 42
Negatives (%) 42.9%
  • bucket_kurt is skewed right (γ1 = 6.4521)

Quantile Statistics

Minimum -1.5689
5-th Percentile -1.1587
Q1 -0.37
Median 0.212
Q3 0.9476
95-th Percentile 7.4447
Maximum 50.6354
Range 52.2044
IQR 1.3176

Descriptive Statistics

Mean 1.5677
Standard Deviation 5.9151
Variance 34.9889
Sum 148.9324
Skewness 6.4521
Kurtosis 48.708
Coefficient of Variation 3.7731
  • bucket_kurt is not normally distributed (p-value 1.0916369158267413e-20)
  • bucket_kurt has 14 outliers

bucket_var

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 610.9499
Minimum 0.001498
Maximum 18878.1246
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_var is skewed right (γ1 = 5.9216)

Quantile Statistics

Minimum 0.001498
5-th Percentile 0.1165
Q1 0.4318
Median 5.5915
Q3 265.1719
95-th Percentile 630.5761
Maximum 18878.1246
Range 18878.1231
IQR 264.7401

Descriptive Statistics

Mean 610.9499
Standard Deviation 2666.484
Variance 7.1101e+06
Sum 59873.0895
Skewness 5.9216
Kurtosis 35.2068
Coefficient of Variation 4.3645
  • bucket_var is not normally distributed (p-value 4.613835196774474e-25)
  • bucket_var has 5 outliers

bucket_rms

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 425.4995
Minimum 237.4675
Maximum 620.5458
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_rms is skewed left (γ1 = -0.3866)

Quantile Statistics

Minimum 237.4675
5-th Percentile 237.5999
Q1 243.533
Median 536.7655
Q3 551.5563
95-th Percentile 558.3075
Maximum 620.5458
Range 383.0783
IQR 308.0233

Descriptive Statistics

Mean 425.4995
Standard Deviation 150.5712
Variance 22671.701
Sum 41698.954
Skewness -0.3866
Kurtosis -1.8095
Coefficient of Variation 0.3539
  • bucket_rms is not normally distributed (p-value 2.0760436448030103e-17)

bucket_ptp

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 41.4312
Minimum 0.07724
Maximum 405.6889
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_ptp is skewed right (γ1 = 3.4843)

Quantile Statistics

Minimum 0.07724
5-th Percentile 1.439
Q1 2.8988
Median 11.7943
Q3 54.124
95-th Percentile 142.0143
Maximum 405.6889
Range 405.6117
IQR 51.2251

Descriptive Statistics

Mean 41.4312
Standard Deviation 71.1443
Variance 5061.512
Sum 4060.2603
Skewness 3.4843
Kurtosis 12.8101
Coefficient of Variation 1.7172
  • bucket_ptp is not normally distributed (p-value 3.652613895795389e-21)
  • bucket_ptp has 5 outliers

bucket_crest

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0321
Minimum 1.0002
Maximum 2.3145
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_crest is skewed right (γ1 = 9.1106)

Quantile Statistics

Minimum 1.0002
5-th Percentile 1.0024
Q1 1.0052
Median 1.0109
Q3 1.0244
95-th Percentile 1.0384
Maximum 2.3145
Range 1.3143
IQR 0.0192

Descriptive Statistics

Mean 1.0321
Standard Deviation 0.134
Variance 0.01796
Sum 101.1506
Skewness 9.1106
Kurtosis 84.3357
Coefficient of Variation 0.1298
  • bucket_crest is not normally distributed (p-value 1.299999272377596e-24)
  • bucket_crest has 4 outliers

bucket_shape

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0017
Minimum 1
Maximum 1.0483
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_shape is skewed right (γ1 = 5.3518)

Quantile Statistics

Minimum 1
5-th Percentile 1
Q1 1
Median 1
Q3 1.0004
95-th Percentile 1.0011
Maximum 1.0483
Range 0.04825
IQR 0.00043069

Descriptive Statistics

Mean 1.0017
Standard Deviation 0.007871
Variance 6.1949e-05
Sum 98.1652
Skewness 5.3518
Kurtosis 27.0793
Coefficient of Variation 0.007858
  • bucket_shape is not normally distributed (p-value 4.351862002816297e-25)
  • bucket_shape has 5 outliers

bucket_impulse

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 1.0346
Minimum 1.0002
Maximum 2.4191
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_impulse is skewed right (γ1 = 8.9254)

Quantile Statistics

Minimum 1.0002
5-th Percentile 1.0025
Q1 1.0052
Median 1.0109
Q3 1.0248
95-th Percentile 1.039
Maximum 2.4191
Range 1.4189
IQR 0.01965

Descriptive Statistics

Mean 1.0346
Standard Deviation 0.1459
Variance 0.02127
Sum 101.3944
Skewness 8.9254
Kurtosis 81.6556
Coefficient of Variation 0.141
  • bucket_impulse is not normally distributed (p-value 9.11618004292906e-25)
  • bucket_impulse has 4 outliers

bucket_margin

numerical

Approximate Distinct Count 98
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 1.5 KB
Mean 0.002849
Minimum 0.001613
Maximum 0.009025
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • bucket_margin is skewed right (γ1 = 1.3052)

Quantile Statistics

Minimum 0.001613
5-th Percentile 0.001803
Q1 0.001852
Median 0.00191
Q3 0.004121
95-th Percentile 0.004253
Maximum 0.009025
Range 0.007412
IQR 0.002269

Descriptive Statistics

Mean 0.002849
Standard Deviation 0.001286
Variance 1.6538e-06
Sum 0.2792
Skewness 1.3052
Kurtosis 3.1949
Coefficient of Variation 0.4513
  • bucket_margin is not normally distributed (p-value 1.067575441930638e-19)
  • bucket_margin has 1 outliers

final label

categorical

Approximate Distinct Count 2
Approximate Unique (%) 2.0%
Missing 0
Missing (%) 0.0%
Memory Size 6.3 KB
  • The largest value (B) is over 5.53 times larger than the second largest value (A)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row A
2nd row A
3rd row A
4th row A
5th row A

Letter

Count 98
Lowercase Letter 0
Space Separator 0
Uppercase Letter 98
Dash Punctuation 0
Decimal Number 0
  • The top 2 categories (B, A) take over 50.0%
  • The largest value (b) is over 5.53 times larger than the second largest value (a)
  • final label has words of constant length

Interactions

Correlations

Missing Values